Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "21" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 81 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 77 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.063641 | -0.184712 | 36.012276 | 9.753330 | 13.320997 | 3.437066 | 43.208654 | 12.630482 | 0.7466 | 0.7644 | 0.2672 | 10.551285 | 11.481421 |
| 2459593 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.851858 | 0.826249 | 39.779200 | 11.630933 | 5.347234 | 3.298334 | 12.200605 | 2.737357 | 0.6944 | 0.7000 | 0.2554 | 4.167672 | 3.989915 |
| 2459592 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.043554 | -0.827861 | 6.114483 | 2.964681 | -0.554223 | -0.246492 | -1.564465 | 0.122491 | 0.0285 | 0.0282 | 0.0013 | nan | nan |
| 2459591 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.116973 | 1.646411 | 46.662092 | 13.232236 | 3.434974 | 4.251026 | 1.491283 | 0.368571 | 0.6239 | 0.6543 | 0.3817 | 2.992152 | 3.234395 |
| 2459590 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.423165 | 1.078502 | 42.385388 | 11.655337 | 2.232042 | 4.340906 | 2.310514 | 0.387026 | 0.6273 | 0.6536 | 0.3779 | 3.894480 | 4.174332 |
| 2459589 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.022192 | 0.600196 | 37.680037 | 10.294446 | 13.830455 | 3.447485 | 23.310064 | 5.469051 | 0.6529 | 0.6702 | 0.3128 | 3.345672 | 3.713361 |
| 2459588 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 226.950934 | 223.554336 | inf | inf | 23.636780 | 26.891296 | 19.236591 | 18.001917 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | 352.694037 | 350.954891 | inf | inf | 104.895598 | 107.891446 | 575.868624 | 564.877500 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.135192 | 0.395787 | 4.174220 | 0.820964 | 7.916409 | 1.297007 | 1.980747 | 1.416174 | 0.6491 | 0.6541 | 0.3694 | 3.704538 | 3.560107 |
| 2459585 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.081882 | 0.990995 | 7.174064 | 2.189746 | 5.627691 | 0.630065 | 2.217104 | 1.059303 | 0.0314 | 0.0320 | 0.0030 | 0.000000 | 0.000000 |
| 2459584 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.846133 | 19.625464 | 13.496499 | 3.583852 | 49.737184 | 13.321296 | -0.352796 | -0.056211 | 0.5972 | 0.6128 | 0.3724 | 13.757470 | 15.608135 |
| 2459583 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.972310 | 2.353083 | 16.037190 | 2.870986 | 0.910667 | 2.463208 | 0.430155 | 3.823280 | 0.6176 | 0.6400 | 0.3922 | 3.686332 | 3.774165 |
| 2459582 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.494630 | 1.316529 | 14.117300 | 2.607099 | 1.717948 | 3.037563 | 0.094438 | 1.928823 | 0.6296 | 0.6530 | 0.3928 | 3.306327 | 3.462168 |
| 2459581 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459580 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.754786 | 1.769519 | 16.062333 | 2.467487 | 1.325794 | 2.635364 | 0.170895 | 2.465496 | 0.6331 | 0.6555 | 0.3876 | 3.850686 | 3.902926 |
| 2459579 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.526431 | 0.763199 | 18.557568 | 3.492687 | 0.632991 | 2.492757 | 0.991101 | 1.883717 | 0.6305 | 0.6592 | 0.3943 | 3.308325 | 3.699424 |
| 2459578 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.064998 | -0.594821 | 2.241285 | -0.033423 | -0.269666 | -0.133715 | 1.908571 | 0.125899 | 0.0283 | 0.0300 | 0.0021 | nan | nan |
| 2459577 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.202680 | 1.954952 | 14.986333 | 2.224239 | 2.487993 | 1.898261 | -0.035919 | 0.104277 | 0.6319 | 0.6579 | 0.3893 | 3.314762 | 3.487209 |
| 2459576 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.867673 | 1.650276 | 11.608517 | 1.973164 | 2.157756 | 1.322143 | 0.875599 | 0.307972 | 0.6545 | 0.6741 | 0.3848 | 2.994735 | 3.142940 |
| 2459575 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.283782 | 0.846290 | 11.218582 | 2.070756 | 13.386893 | 2.239452 | 21.870855 | 2.779176 | 0.7180 | 0.7303 | 0.3399 | 0.000000 | 0.000000 |
| 2459574 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.836131 | 0.689033 | 11.266056 | 1.826970 | 0.948390 | 1.953312 | 1.806355 | -0.270601 | 0.6570 | 0.6805 | 0.3747 | 3.114414 | 3.194910 |
| 2459573 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.501318 | 1.822972 | 20.154999 | 3.574143 | 0.030666 | 2.189423 | 0.746431 | 2.554655 | 0.6329 | 0.6561 | 0.3957 | 0.000000 | 0.000000 |
| 2459572 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.180019 | 1.780489 | 11.282832 | 1.817127 | 1.091368 | 1.147585 | 1.856274 | 0.907423 | 0.6393 | 0.6582 | 0.3941 | 2.910350 | 2.777330 |
| 2459571 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.600907 | -0.527343 | 2.069896 | -0.097367 | -0.929942 | -0.896748 | 1.645850 | 0.195146 | 0.0297 | 0.0313 | 0.0028 | nan | nan |
| 2459570 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.164538 | 7.558830 | 21.504918 | 10.926015 | 6.628714 | 6.880000 | 5.440909 | 4.942547 | 0.6345 | 0.6670 | 0.3753 | 5.436811 | 5.316860 |
| 2459569 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.480633 | 0.538005 | 13.071454 | 2.235277 | 21.102231 | 2.228190 | 20.265937 | 3.106619 | 0.7143 | 0.7288 | 0.2575 | 3.642905 | 3.965304 |
| 2459566 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.404705 | 0.984668 | 15.140526 | 2.660287 | 2.609613 | 2.211693 | -0.034350 | -0.257032 | 0.6413 | 0.6662 | 0.4043 | 9.217382 | 1.817634 |
| 2459565 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.862351 | 1.185492 | -1.217256 | -0.011690 | 0.123856 | -1.364740 | -0.149673 | -1.398211 | 0.6824 | 0.6722 | 0.4047 | 2.613324 | 2.475150 |
| 2459563 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.500405 | -0.032527 | -0.425078 | -0.547172 | 1.061666 | -2.275135 | 0.109817 | -1.091003 | 0.6787 | 0.6743 | 0.3956 | 2.853194 | 2.590925 |
| 2459561 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.679046 | 0.850570 | -0.446047 | -0.063330 | 1.046949 | -2.058236 | 0.613536 | -1.391437 | 0.6798 | 0.6738 | 0.3924 | 3.205115 | 2.837982 |
| 2459560 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.772679 | 0.701011 | -0.277167 | -0.215106 | 1.155463 | -1.351550 | 0.516822 | -0.817629 | 0.6770 | 0.6665 | 0.4051 | 3.162522 | 2.819402 |
| 2459559 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.307998 | 1.154206 | -0.526869 | 0.289688 | 1.083300 | -0.966888 | 0.372064 | -1.136794 | 0.6768 | 0.6723 | 0.4013 | 2.482974 | 2.312997 |
| 2459558 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.120764 | 4.755477 | -0.402567 | 9.025605 | 0.948297 | 8.587737 | 0.407310 | -1.254825 | 0.6748 | 0.6637 | 0.4091 | 2.708114 | 2.603167 |
| 2459557 | dish_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0316 | 0.0308 | 0.0026 | nan | nan |
| 2459556 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.165516 | 4.789003 | -0.321129 | 9.350291 | 1.300545 | 7.968702 | 0.582089 | -2.426304 | 0.6803 | 0.6751 | 0.3983 | 2.751549 | 2.677685 |
| 2459553 | dish_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6780 | 0.6679 | 0.4131 | nan | nan |
| 2459552 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.617907 | 5.564607 | 0.069220 | 13.275096 | 0.765416 | 15.159166 | 0.324373 | 0.200663 | 0.6819 | 0.6726 | 0.4128 | 0.000000 | 0.000000 |
| 2459551 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.358707 | 0.474375 | -0.662341 | -0.106865 | 1.434946 | -1.876193 | 0.375725 | -1.412696 | 0.6710 | 0.6692 | 0.4094 | 2.598604 | 2.471889 |
| 2459550 | dish_ok | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0523 | 0.0523 | 0.0016 | nan | nan |
| 2459549 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459542 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.424011 | 4.068598 | -0.365162 | 19.463290 | -0.558394 | 0.735636 | 0.285630 | -1.591363 | 0.7342 | 0.7221 | 0.3768 | 2.946257 | 2.736821 |
| 2459541 | dish_ok | 100.00% | 1.79% | 1.79% | 0.00% | 100.00% | 0.00% | 2.496652 | 3.523704 | 0.260805 | 11.409487 | -0.086781 | 8.761045 | 0.053189 | 3.109759 | 0.7199 | 0.7017 | 0.3521 | 3.899615 | 3.420875 |
| 2459540 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.160155 | 1.613568 | -0.642121 | 1.090357 | 0.848119 | -0.381292 | -0.014218 | -0.942472 | 0.7326 | 0.7074 | 0.3717 | 2.679160 | 2.567464 |
| 2459536 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.103756 | 6.586355 | 0.224541 | 16.488257 | 1.326446 | 15.720782 | 0.142189 | -2.800515 | 0.7069 | 0.6982 | 0.4270 | 2.671645 | 2.364257 |
| 2459535 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.710229 | 1.498825 | -0.359134 | 0.892657 | 0.298116 | 0.094324 | 0.105473 | -1.003257 | 0.7594 | 0.7263 | 0.3876 | 2.744841 | 2.569489 |
| 2459534 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.780105 | 1.297995 | -0.221014 | -0.022706 | 0.766865 | -0.307562 | 0.442688 | -0.611784 | 0.7536 | 0.7250 | 0.3807 | 6.077816 | 5.261758 |
| 2459533 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.148131 | 5.111063 | -0.424719 | 9.712925 | 2.519407 | 9.145750 | 0.811713 | -1.527262 | 0.6935 | 0.6804 | 0.4102 | 2.665632 | 2.551505 |
| 2459532 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.463659 | 5.937881 | -0.098148 | 12.539441 | 2.269716 | 12.026217 | 0.265235 | -1.016069 | 0.6948 | 0.6786 | 0.4151 | 2.862306 | 2.717512 |
| 2459530 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.481899 | 0.961135 | -0.494739 | -0.028107 | 1.421765 | -1.370735 | 0.076605 | -0.861189 | 0.7164 | 0.6985 | 0.4120 | 2.721516 | 2.564621 |
| 2459527 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.326656 | 3.805045 | -0.671668 | 4.602508 | 0.871940 | 0.746976 | 3.511695 | 0.583870 | 0.0358 | 0.0337 | 0.0027 | nan | nan |
| 2459508 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.476183 | 6.426748 | -0.953560 | 7.580310 | 0.914036 | 6.942981 | -0.120234 | 9.019459 | 0.8820 | 0.8968 | 0.2737 | 0.000000 | 0.000000 |
| 2459505 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.910062 | 4.156960 | -0.086203 | 9.461267 | 2.577632 | 3.726159 | 1.295360 | 0.058657 | 0.8748 | 0.8338 | 0.2321 | 5.631293 | 5.164273 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 39.100194 | 4.482671 | 1.849221 | 39.100194 | 10.777588 | 4.524112 | 6.991447 | 11.139781 | 6.797711 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 40.624723 | 4.844027 | 1.363064 | 40.624723 | 11.684067 | 1.141957 | 1.105475 | 4.956797 | 0.809998 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 49.722252 | 0.754418 | 6.230791 | 14.221913 | 49.722252 | 3.245947 | 0.487558 | 1.854599 | 2.556350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 38.439554 | 4.781464 | 0.910634 | 38.439554 | 10.932594 | 1.617881 | 4.039235 | 2.474485 | 0.436354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 44.219830 | -0.030841 | 3.752056 | 13.453481 | 44.219830 | 3.866131 | 4.135165 | 2.671166 | 5.871943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 34.780663 | 0.658189 | 4.067021 | 10.089884 | 34.780663 | 2.951619 | 1.632655 | 0.781953 | 2.365391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Discontinuties | 53.222520 | 0.339677 | 7.889593 | 8.936354 | 31.210638 | 9.270371 | 52.550086 | 13.357437 | 53.222520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Discontinuties | 43.208654 | 1.063641 | -0.184712 | 36.012276 | 9.753330 | 13.320997 | 3.437066 | 43.208654 | 12.630482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 39.779200 | 3.851858 | 0.826249 | 39.779200 | 11.630933 | 5.347234 | 3.298334 | 12.200605 | 2.737357 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 6.114483 | -0.827861 | 1.043554 | 2.964681 | 6.114483 | -0.246492 | -0.554223 | 0.122491 | -1.564465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 46.662092 | 1.646411 | 5.116973 | 13.232236 | 46.662092 | 4.251026 | 3.434974 | 0.368571 | 1.491283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 42.385388 | 5.423165 | 1.078502 | 42.385388 | 11.655337 | 2.232042 | 4.340906 | 2.310514 | 0.387026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 37.680037 | 0.600196 | 3.022192 | 10.294446 | 37.680037 | 3.447485 | 13.830455 | 5.469051 | 23.310064 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | inf | 226.950934 | 223.554336 | inf | inf | 23.636780 | 26.891296 | 19.236591 | 18.001917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | inf | 350.954891 | 352.694037 | inf | inf | 107.891446 | 104.895598 | 564.877500 | 575.868624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 7.916409 | 4.135192 | 0.395787 | 4.174220 | 0.820964 | 7.916409 | 1.297007 | 1.980747 | 1.416174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | 13.081882 | 13.081882 | 0.990995 | 7.174064 | 2.189746 | 5.627691 | 0.630065 | 2.217104 | 1.059303 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 49.737184 | 20.846133 | 19.625464 | 13.496499 | 3.583852 | 49.737184 | 13.321296 | -0.352796 | -0.056211 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 16.037190 | 2.972310 | 2.353083 | 16.037190 | 2.870986 | 0.910667 | 2.463208 | 0.430155 | 3.823280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 14.117300 | 1.316529 | 2.494630 | 2.607099 | 14.117300 | 3.037563 | 1.717948 | 1.928823 | 0.094438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 16.062333 | 1.769519 | 2.754786 | 2.467487 | 16.062333 | 2.635364 | 1.325794 | 2.465496 | 0.170895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 18.557568 | 2.526431 | 0.763199 | 18.557568 | 3.492687 | 0.632991 | 2.492757 | 0.991101 | 1.883717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 2.241285 | 1.064998 | -0.594821 | 2.241285 | -0.033423 | -0.269666 | -0.133715 | 1.908571 | 0.125899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 14.986333 | 1.954952 | 4.202680 | 2.224239 | 14.986333 | 1.898261 | 2.487993 | 0.104277 | -0.035919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 11.608517 | 1.650276 | 2.867673 | 1.973164 | 11.608517 | 1.322143 | 2.157756 | 0.307972 | 0.875599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Discontinuties | 21.870855 | 0.846290 | 0.283782 | 2.070756 | 11.218582 | 2.239452 | 13.386893 | 2.779176 | 21.870855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 11.266056 | 2.836131 | 0.689033 | 11.266056 | 1.826970 | 0.948390 | 1.953312 | 1.806355 | -0.270601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 20.154999 | 1.822972 | 2.501318 | 3.574143 | 20.154999 | 2.189423 | 0.030666 | 2.554655 | 0.746431 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 11.282832 | 1.780489 | 2.180019 | 1.817127 | 11.282832 | 1.147585 | 1.091368 | 0.907423 | 1.856274 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 2.069896 | -0.527343 | 0.600907 | -0.097367 | 2.069896 | -0.896748 | -0.929942 | 0.195146 | 1.645850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 21.504918 | 9.164538 | 7.558830 | 21.504918 | 10.926015 | 6.628714 | 6.880000 | 5.440909 | 4.942547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 21.102231 | 0.538005 | 1.480633 | 2.235277 | 13.071454 | 2.228190 | 21.102231 | 3.106619 | 20.265937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Power | 15.140526 | 0.984668 | 2.404705 | 2.660287 | 15.140526 | 2.211693 | 2.609613 | -0.257032 | -0.034350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 0.000000 | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 1.185492 | 0.862351 | 1.185492 | -1.217256 | -0.011690 | 0.123856 | -1.364740 | -0.149673 | -1.398211 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 1.061666 | 0.500405 | -0.032527 | -0.425078 | -0.547172 | 1.061666 | -2.275135 | 0.109817 | -1.091003 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 1.046949 | 0.679046 | 0.850570 | -0.446047 | -0.063330 | 1.046949 | -2.058236 | 0.613536 | -1.391437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 1.155463 | 0.772679 | 0.701011 | -0.277167 | -0.215106 | 1.155463 | -1.351550 | 0.516822 | -0.817629 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 1.154206 | 0.307998 | 1.154206 | -0.526869 | 0.289688 | 1.083300 | -0.966888 | 0.372064 | -1.136794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 9.025605 | 4.755477 | 2.120764 | 9.025605 | -0.402567 | 8.587737 | 0.948297 | -1.254825 | 0.407310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 9.350291 | 4.789003 | 2.165516 | 9.350291 | -0.321129 | 7.968702 | 1.300545 | -2.426304 | 0.582089 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Temporal Variability | 15.159166 | 5.564607 | 2.617907 | 13.275096 | 0.069220 | 15.159166 | 0.765416 | 0.200663 | 0.324373 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 1.434946 | 0.474375 | 0.358707 | -0.106865 | -0.662341 | -1.876193 | 1.434946 | -1.412696 | 0.375725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 19.463290 | 4.068598 | 2.424011 | 19.463290 | -0.365162 | 0.735636 | -0.558394 | -1.591363 | 0.285630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 11.409487 | 3.523704 | 2.496652 | 11.409487 | 0.260805 | 8.761045 | -0.086781 | 3.109759 | 0.053189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 1.613568 | 1.613568 | 1.160155 | 1.090357 | -0.642121 | -0.381292 | 0.848119 | -0.942472 | -0.014218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 16.488257 | 6.586355 | 3.103756 | 16.488257 | 0.224541 | 15.720782 | 1.326446 | -2.800515 | 0.142189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 1.498825 | 0.710229 | 1.498825 | -0.359134 | 0.892657 | 0.298116 | 0.094324 | 0.105473 | -1.003257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | 1.297995 | 1.297995 | 0.780105 | -0.022706 | -0.221014 | -0.307562 | 0.766865 | -0.611784 | 0.442688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 9.712925 | 2.148131 | 5.111063 | -0.424719 | 9.712925 | 2.519407 | 9.145750 | 0.811713 | -1.527262 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 12.539441 | 2.463659 | 5.937881 | -0.098148 | 12.539441 | 2.269716 | 12.026217 | 0.265235 | -1.016069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Temporal Variability | 1.421765 | 0.961135 | 0.481899 | -0.028107 | -0.494739 | -1.370735 | 1.421765 | -0.861189 | 0.076605 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 4.602508 | 3.805045 | 0.326656 | 4.602508 | -0.671668 | 0.746976 | 0.871940 | 0.583870 | 3.511695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Temporal Discontinuties | 9.019459 | 6.426748 | 1.476183 | 7.580310 | -0.953560 | 6.942981 | 0.914036 | 9.019459 | -0.120234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Temporal Variability | 12.281676 | 2.082341 | 7.416902 | -0.745909 | 11.226516 | 1.263567 | 12.281676 | 4.140007 | -1.938394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2 | dish_ok | nn Power | 9.461267 | 4.156960 | 1.910062 | 9.461267 | -0.086203 | 3.726159 | 2.577632 | 0.058657 | 1.295360 |